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Al Hilwa, Program Director of Software Development Research at IDC, stated in an email that FPGAs will "typically be used for highly customized compute workloads," such as "image, video and audio stream processing, often done in the context of preparing data for machine learning." For that audience, Amazon unveiled three new high-level, machine-learning powered services for text-to-speech, image recognition, and conversational interfaces.